Reconstructing a long-term water storage-based drought index in the Yangtze River Basin

Y Zhong, E Hu, Y Wu, Q An, C Wang, H Bai… - Science of The Total …, 2023 - Elsevier
Drought is a prolonged dry period in the natural climate cycle, and is one of the most costly
weather events. The Gravity Recovery and Climate Experiment (GRACE) derived terrestrial …

Deep learning-aided temporal downscaling of GRACE-derived terrestrial water storage anomalies across the Contiguous United States

M Uz, O Akyilmaz, CK Shum - Journal of Hydrology, 2024 - Elsevier
Abstract The Gravity Recovery And Climate Experiment (GRACE) and GRACE-FollowOn
(GRACE (− FO)) satellites have been monitoring Earth's changes in terrestrial water storage …

Enhancing physically-based flood forecasts through fusion of long short-term memory neural network with unscented Kalman filter

Y Luo, Y Zhou, H Xu, H Chen, FJ Chang, CY Xu - Journal of Hydrology, 2024 - Elsevier
Accurate flood forecasts are vital for reservoir operation and flood prevention. The
unscented Kalman filter (UKF) excels in improving physically-based models flood …

Reconstructing Groundwater Storage Changes in the North China Plain Using a Numerical Model and GRACE Data

J Zhang, L Hu, J Sun, D Wang - Remote Sensing, 2023 - mdpi.com
Groundwater has been extensively exploited in the North China Plain (NCP) since the
1970s, leading to various environmental issues. Numerous studies have utilized Gravity …

Reconstructing GRACE-derived terrestrial water storage anomalies with in-situ groundwater level measurements and meteorological forcing data

P Li, Y Zha, CHM Tso - Journal of Hydrology: Regional Studies, 2023 - Elsevier
Abstract Study region North China Plain (NCP), China, a semi-arid region with intense
groundwater withdrawals. Study focus This paper developed a framework using …

Groundwater storage anomalies projection by optimized deep learning refines groundwater management in typical arid basins

X Deng, G Wang, F Han, Y Gong, X Hao, G Zhang… - Journal of …, 2025 - Elsevier
The GRACE satellite provides tools for accurately characterizing the spatiotemporal
variations of regional groundwater storage anomalies (GWSA) under the background of …

Filling GRACE data gap using an innovative transformer-based deep learning approach

L Wang, Y Zhang - Remote Sensing of Environment, 2024 - Elsevier
The terrestrial water storage anomaly (TWSA), derived from the Gravity Recovery and
Climate Experiment (GRACE) and its successor, the GRACE Follow-on (GRACE-FO) …

Understanding the shift in drivers of terrestrial water storage decline in the central Inner Mongolian steppe over the past two decades

X Zhang, X Wu, W Mu, R Zhao, B Ye, Z Bai - Journal of Hydrology, 2024 - Elsevier
Terrestrial water storage (TWS) in mid-latitude arid and semiarid Eurasia steppe is under
threat from climate change and human activities. The central Inner Mongolian steppe is a …

A Two‐Step Linear Model to Fill the Data Gap Between GRACE and GRACE‐FO Terrestrial Water Storage Anomalies

X Yang, W You, S Tian, Z Jiang… - Water Resources …, 2023 - Wiley Online Library
Abstract The Gravity Recovery and Climate Experiment (GRACE) and its Follow‐On
(GRACE‐FO) missions have revolutionized global terrestrial water storage anomalies …

Assessing the interannual and subseasonal variabilities in water storage using multi-source soil moisture products and GRACE/GRACE-FO satellites and its …

Q Li, X Liu, Y Zhong, M Wang, H Bai, C **ao - Journal of Hydrology, 2023 - Elsevier
Since 2002, the terrestrial water storage anomalies (TWSA) derived from the Gravity
Recovery and Climate Experiment (GRACE) and its successor, GRACE Follow-on (GRACE …